{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data import open_sample\n",
    "from alaw import alaw_compress, alaw_expand"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test A-law compress/decompress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum absolute difference after compression: 256\n"
     ]
    }
   ],
   "source": [
    "N = 32768\n",
    "np.random.seed(42)\n",
    "x_orig = np.random.randint(0, 32767, size=N, dtype=np.uint16)\n",
    "x_compressed = alaw_compress(x_orig)\n",
    "x_decompressed = alaw_expand(x_compressed)\n",
    "\n",
    "max_diff = np.max(np.abs(np.int32(x_orig) - np.int32(x_decompressed)))\n",
    "print(\"Maximum absolute difference after compression: %d\" % max_diff)\n",
    "assert (max_diff <= 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Verilog A-law compression demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Open data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "RES = open_sample()\n",
    "n = len(RES)\n",
    "tRaw = [x/64.0 for x in range(n)]\n",
    "Nmax = int(n/2)\n",
    "f = [x*64.0/n for x in range(n)]\n",
    "FFT = np.fft.fft(RES)\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15, 5))\n",
    "\n",
    "axes[0].plot(tRaw, RES)\n",
    "plt.xlabel('Time in microseconds')\n",
    "\n",
    "axes[1].plot(f[10:Nmax], np.abs(FFT)[10:Nmax])\n",
    "plt.xlabel('Freq in MHz')\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.title(\"Demo data\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  NumPy envelope extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def env256_np(data):\n",
    "    n = len(data)\n",
    "    N = 256\n",
    "    fDebut = 1\n",
    "    widthFreqWindow = 3\n",
    "    w = int(n/N)\n",
    "    envSeg = []\n",
    "    tSeg = [x*128.0/N for x in range(N)]\n",
    "\n",
    "    for k in range(N):\n",
    "        FFT = np.fft.fft(data[(k*w):(((k+1)*w))])\n",
    "        envSeg.append(0.125*0.5*np.sum(np.abs(FFT[fDebut:fDebut+widthFreqWindow])))\n",
    "    return envSeg\n",
    "scale_factor = 30\n",
    "env256_np_seg = scale_factor * np.array(env256_np(RES), dtype=np.uint16)\n",
    "RES_Scaled = scale_factor*1.5*np.array(RES)\n",
    "tRaw_scaled = np.array(tRaw) - 0.25\n",
    "N=256\n",
    "tSeg = [x*128.0/N for x in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF', alpha=0.3)\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extraction via Numpy FFT')\n",
    "plt.title(\"Enveloppe extraction\")\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A-law Python envelope compression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum difference after compression: 174\n"
     ]
    }
   ],
   "source": [
    "env256_alaw_py_compressed = alaw_compress(env256_np_seg)\n",
    "env256_alaw_py_decompressed = alaw_expand(env256_alaw_py_compressed)\n",
    "\n",
    "max_diff = np.max(np.abs(np.int32(env256_np_seg) - np.int32(env256_alaw_py_decompressed)))\n",
    "print(\"Maximum difference after compression: %d\" % max_diff)\n",
    "assert (max_diff <= 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other implementation of A-law compression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def luc_lawAcompress(signal):\n",
    "    compressed = []\n",
    "    for k in signal:\n",
    "        compressed.append(applyLaw(k))\n",
    "    return compressed\n",
    "\n",
    "def applyLaw(n):\n",
    "    val = -1\n",
    "    for k in range(7):\n",
    "        if n >> (11-k):\n",
    "            val = 1 \n",
    "            reste = n - 2**(11-k)\n",
    "            mantisse = bin(int(bin(reste)[:7],2))\n",
    "            resultat = (7-k)*(2**5) + int(mantisse,2)\n",
    "            #print(bin(n),val,k,  mantisse, bin(resultat),resultat ) \n",
    "            return int(resultat)\n",
    "    resultat = int(bin(n)[:7],2)\n",
    "    #print(bin(n),bin(resultat)) \n",
    "    return int(resultat)\n",
    "\n",
    "env256_luc_alaw_compressed = np.array(luc_lawAcompress(env256_np_seg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(15, 5))\n",
    "axes[0,0].plot(tSeg, env256_np_seg)\n",
    "axes[0,0].set_xlabel('Original envelope')\n",
    "axes[1,0].plot(tSeg, env256_alaw_py_compressed)\n",
    "axes[1,0].set_xlabel('Bogdan compressed envelope')\n",
    "axes[1,1].plot(tSeg, env256_luc_alaw_compressed)\n",
    "axes[1,1].set_xlabel('Luc compressed envelope')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A-law Verilog envelope compression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python and Verilog compression models are equal: True\n"
     ]
    }
   ],
   "source": [
    "def open_verilog_demo_out(filename='../sim/tb/tb_demo_out.mem'):\n",
    "    with open(filename) as mem_file:\n",
    "        raw_lines = mem_file.readlines()\n",
    "    data = [int(i, 16) for i in raw_lines if \"//\" not in i]\n",
    "    return data\n",
    "        \n",
    "env256_alaw_vlog_compressed = open_verilog_demo_out()\n",
    "env256_alaw_vlog_decompressed = alaw_expand(env256_alaw_vlog_compressed)\n",
    "\n",
    "print(\"Python and Verilog compression models are equal:\", np.allclose(env256_alaw_vlog_decompressed, env256_alaw_py_decompressed))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decompressed with the original compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Envelope decompression test')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF', alpha=0.3)\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extracted envelope via Numpy FFT')\n",
    "plt.plot(tSeg, (env256_alaw_py_decompressed), label='Decompressed envelope via Python model')\n",
    "plt.plot(tSeg, (env256_alaw_vlog_decompressed), label='Decompressed envelope via Verilog model')\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"Envelope decompression test\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-50, 21000)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF')\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extracted envelope via Numpy FFT')\n",
    "plt.plot(tSeg, (env256_alaw_py_decompressed), label='Decompressed envelope via Python model')\n",
    "plt.plot(tSeg, (env256_alaw_vlog_decompressed), label='Decompressed envelope via Verilog model')\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.title(\"Envelope decompression test\")\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"\")\n",
    "plt.xlim(38, 50)\n",
    "plt.ylim(-50, scale_factor*700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10, 3600)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF', alpha=0.5)\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extracted envelope via Numpy FFT')\n",
    "plt.plot(tSeg, (env256_alaw_py_decompressed), label='Decompressed envelope via Python model')\n",
    "plt.plot(tSeg, (env256_alaw_vlog_decompressed), label='Decompressed envelope via Verilog model')\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.title(\"Envelope decompression test\")\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"\")\n",
    "plt.xlim(80, 90)\n",
    "plt.ylim(-10, scale_factor*2*60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## File generation for testbenches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_alaw_coder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 16384\n",
    "np.random.seed(42)\n",
    "x = np.random.randint(0, 32767, size=N, dtype=np.uint16)\n",
    "\n",
    "alaw_res = alaw_compress(x)\n",
    "\n",
    "with open('../sim/tb/tb_alaw_coder_in.mem', 'w') as mem_file:\n",
    "    for val in x:\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0x7FFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_alaw_coder_out.mem', 'w') as mem_file:\n",
    "    for val in alaw_res:\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0xFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../sim/tb/tb_demo_in.mem', 'w') as mem_file:\n",
    "    for val in env256_np_seg:\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0x7FFF))[2:])"
   ]
  }
 ],
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   "display_name": "Python 3",
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   "kernels_config": {
    "python": {
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     "varRefreshCmd": "print(var_dic_list())"
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     "delete_cmd_postfix": ") ",
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     "varRefreshCmd": "cat(var_dic_list()) "
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   "types_to_exclude": [
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